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Automation Risk Analysis

Will “Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Scientist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

35%

“Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 35% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Geoscientists, Except Hydrologists and Geographers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Study the composition, structure, and other physical aspects of the Earth. May use geological, physics, and mathematics knowledge in exploration for oil, gas, minerals, or underground water; or in waste disposal, land reclamation, or other environmental problems. May study the Earth's internal composition, atmospheres, and oceans, and its magnetic, electrical, and gravitational forces. Includes mineralogists, paleontologists, stratigraphers, geodesists, and seismologists.

Avg. Annual Salary $111,310
Avg. Hourly Wage $53.52
Available Jobs (US) 22,510
Job Title & Hierarchy Code (SOC) Geoscientists, Except Hydrologists and Geographers #19-2042
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Geoscientists, Except Hydrologists and Geographers”

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Core Skills & Abilities

  • Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.

  • Identify possible sites for carbon sequestration projects.

  • Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.

  • Analyze and interpret geological data, using computer software.

  • Research ways to reduce the ecological footprint of increasingly prevalent megacities.

  • Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.

  • Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.

  • Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.

  • Determine ways to mitigate the negative consequences of mineral dust dispersion.

  • Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.

  • Research geomechanical or geochemical processes to be used in carbon sequestration projects.

  • Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.

  • Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.

  • Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.

  • Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.

  • Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.

  • Develop ways to capture or use gases burned off as waste during oil production processes.

  • Locate potential sources of geothermal energy.

  • Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.

  • Review environmental, historical, or technical reports and publications for accuracy.

  • Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.

  • Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.

  • Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.

  • Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.

  • Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.

  • Develop applied software for the analysis and interpretation of geological data.

  • Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.

  • Develop strategies for more environmentally friendly resource extraction and reclamation.

  • Collaborate with medical or health researchers to address health problems related to geological materials or processes.

  • Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.

  • Locate and review research articles or environmental, historical, or technical reports.

  • Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.

Technologies & Software

  • Evolution Computing FastCAD
  • Seismic Micro-Technology KINGDOM
  • Seismic interpretation software
  • The MathWorks MATLAB
  • RockWare Jlog
  • Intergraph ImageStation Stereo Softcopy Kit SSK
  • GeoModel
  • Earthworks MaxiPit
  • StrainSim
  • Triton Elics International SeaClass
  • Geo-Logic Systems LithoTect Interpreter
  • Leica Geosystems ERDAS IMAGINE
  • PaleoTax
  • Groundwater modeling system GMS
  • SeeByte SeeTrack
  • Word processing software
  • Trimble Terramodel
  • Gresens 92
  • Upperspace DesignCAD
  • Clover Technology GALENA
  • Python
  • Bentley Systems gINT
  • Aquifer test software
  • RockWare Visual STUNT
  • OriginLab Origin
  • MineSight
  • Microsoft Access
  • RockWare Grav2Dc
  • Maptek Vulcan
  • Geographic information system GIS systems
  • PolyMap
  • Gemini for Workspace
  • RockWare Erupt
  • Laboratory information management system LIMS
  • Gemini (Google)
  • Semantic Scholar AI
  • Adobe Photoshop
  • OpenOffice.org
  • Starpint Software Super Slug
  • Microsoft PowerPoint
  • Golden Software Surfer
  • Llama (Meta)
  • Bilko
  • Nova (Amazon)
  • Claude (Anthropic)
  • Paleontological Statistics PAST
  • ESRI ArcIMS
  • PowerCAD
  • Microsoft Word
  • Grok (xAI)
  • Internet browser software
  • TECHBASE
  • EarthWorks Downhole Explorer
  • Geomechanical design analysis GDA software
  • Enigma software
  • Schlumberger Inside Reality
  • ESRI ArcGIS software
  • RockWare VEGO
  • RockWare MicroMODEL
  • Mistral AI (chat/models)
  • Parameter Estimation PEST
  • ESRI ArcView
  • Paradigm SKUA-GOCAD
  • Geographic information system GIS software
  • Scite AI
  • RockWare DepthCon2000
  • RockWare GeoTrig
  • Geospatial data abstraction library GDAL
  • Waterloo Hydrogeologic FlowPath II
  • RSI ENVI
  • Microsoft Office software
  • Upperspace ModelCAD
  • Seismic visualization software
  • Red Rock DeltaGraph
  • Landmark VIP
  • Alara CRystalView
  • RockWare Potent
  • MICRODEM
  • Shape software
  • EasySolve Software SizePerm
  • RockWare Geochemist's Workbench GWB
  • Geostatistical modeling GSTAT software
  • Data mining software
  • Adobe Acrobat
  • Waterloo Hydrogeologic AquaChem
  • Rockware CrossLog
  • Geographic resources analysis support system GRASS
  • RockWare QuickSyn
  • Geosoft Oasis montaj
  • Elicit
  • Autodesk AutoCAD
  • Socorro Scientific Software Refract2K
  • Perplexity AI
  • ChemStat
  • MapInfo Professional
  • MHC Document Express
  • RockWare Plan
  • Evolution Computing EasyCAD
  • BOSS Didger
  • ESRI ArcInfo
  • Scientific Software Group FEFLOW
  • RockWare RockWorks
  • Qwen (Alibaba)
  • CrystalMaker
  • Email software
  • Scientific Software Group Infinite Extent
  • DeepSeek
  • Kimi (Moonshot AI)
  • Hydrogeology Basin2
  • MIT OASES
  • Mistral (Mistral AI)
  • RockWare FIRSTPIX
  • Scientific Software Group SVHeat
  • Compass software
  • Microsoft Outlook
  • RockWare WinSism
  • RSI interactive data language IDL software
  • Field data recorder software
  • MySQL
  • Midland Valley 3DMove
  • NotebookLM (Google)
  • EarthSoft EQuIS Geology
  • MJ Systems Logsleuth
  • ERDAS ER Mapper
  • SACLANTCEN
  • SAS
  • Multivariate statistical program MVSP software
  • RockWare GRADIX
  • RockWare Stratbugs
  • Well logging software
  • ACD Systems Canvas
  • Terrain surface mapping software
  • Solvcalv
  • Systat Software SigmaStat
  • Microsoft Project
  • Data logger software
  • MineGeo software
  • GeoPLUS Petra
  • Consensus
  • Interpex IXID
  • Geosoft DAP server
  • IRIS Seismic Processing Workshop
  • Microsoft Excel
  • National Geophysical Data Center GEODAS
  • RockWare ChemFlux
  • Git
  • Landmark Graphics GeoGraphix
  • EPIC GIS
  • Atoll GeoCAD
  • HydroSOLVE AQTESOLV
  • Gemcom Surpac
  • Mapping software
  • PaleoMag
  • Gemcom GEMS
  • Geostatistics software GS+
  • Groundwater Vistas
  • IHS Energy PowerTools
  • RockWare RockPack III
  • ChatGPT (OpenAI)
  • Microsoft Active Server Pages ASP
  • Water current meters
  • Stereo microscopes
  • Soft face hammers
  • Axes
  • Digitizing tablets
  • Electronic toploading balances
  • Mobile wireless handheld communication devices
  • Microscope slides
  • Multibeam echosounders
  • Large-format plotters
  • Mass spectrometers
  • Digital alkalinity titrators
  • Portable organic vapor analyzers
  • Thermal specimen demagnitizers
  • Motorized mortars/pestles
  • Notebook computers
  • Ultraviolet UV lamps
  • Altimeters
  • Impulse magnetizers
  • Geological stratum compasses
  • X ray fluorescence spectrometers
  • Digital seismographs
  • Rock magnetometers
  • Video microscopes
  • Atomic absorption AA spectrophotometers
  • Computed tomography CT scanners
  • Soil augers
  • Earth resistivity meters
  • Mechanical earth drills
  • Side scan sonars
  • Towed sonars
  • Degaussing wands
  • Jaw crushers
  • Microgravimeters
  • Crack hammers
  • Dessicators
  • One-atmosphere furnaces
  • Chromatographic scanners
  • Echosounders
  • Gravity meters
  • Hand magnifying lenses
  • Gamma ray scintillometers
  • Automated core analysis systems
  • Stereoscopes
  • Underwater cameras
  • Agitators
  • Test sieves
  • Fume hoods
  • Hydraulic earth drills
  • Brunauer-Emmett-Teller BET surface area analyzers
  • Ground penetrating radar GPR
  • X ray diffractometers
  • Electronic bench scales
  • pH meters
  • Scanners
  • Radiation detectors
  • Cathodoluminescence scopes
  • Seismographs
  • Mainframe computers
  • Laser printers
  • Centrifuges
  • Gamma ray spectrometers
  • Rock chisels
  • Core splitters
  • Protractors
  • Personal computers
  • Planimeters
  • Optical compound microscopes
  • Reverse osmosis systems
  • Analog map measurers
  • Colorimeters
  • Submicron particle size analyzers
  • Desktop computers
  • Geo/paleo picks
  • Tubular water samplers
  • Laboratory rock pulverizers
  • Digital cameras
  • Global positioning system GPS receivers
  • Mapping scale sets
  • Geological compasses
  • Temperature profile recorders
  • Sieve shakers
  • Mercury analyzers
  • Rotary grinders
  • X ray fluorescence XRF lead detectors
  • Penetrometers
  • Electron microprobes
  • Sun compasses
  • Tube samplers
  • Water sampler bottles
  • Electrical conductivity meters
  • Long range radar equipment
  • Pocket transits
  • Digitizers
  • Thermistor chains
  • Clinometers
  • Fusion fluxes
  • Pocket magnetic susceptibility meters
  • Borehole cameras
  • Laser theodolites
  • Rock picks
  • Ultrasonic sieve cleaners
  • Dissolved oxygen meters
  • Triple beam balances
  • Laser rangefinders
  • Magnetic susceptibility/anisotropy systems
  • Mapping dividers
  • Drying ovens
  • Vibrating sample magnetometers
  • All terrain vehicles ATV
  • Rotoevaporators
  • Pneumatic airscribes
  • Alternating field demagnitizers
  • Chisel hammers
  • Hand levels
  • Sediment samplers
  • Petrographic microscopes
  • Bottom sampling equipment
  • Sediment piston corers
  • Polarizing microscopes
  • Plankton nets
  • Electrical conductivity cells
  • Short-range radar equipment
  • Sand grain size gauges
  • Soil samplers
  • Rangefinders
  • Magnetic susceptibility/temperature systems
  • Magnetic susceptibility measurement systems
  • Water level recorders
  • Biological dredges
  • Powered rock-coring drills
  • High temperature laboratory ovens
  • Rock saws
  • Underwater sediment bearing strength probes
  • Carbon analyzers
  • Winches
  • Roto torque mixers
  • Abney levels
  • Geophones
  • Seismic activity recorders
  • Tree corers
  • Argon plasma atomic emission spectroscopes
  • Vertical sketchmasters
  • Seismic stations
  • Ion chromatographs
  • Pry bars
  • Microsplitters
  • Isodynamic separators
  • Electron microscopes
  • Total stations
  • Digital map measurers
  • Fluid inclusion microscopes
  • Illuminated microscopes